Academic Discipline “History of Ukraine” in Higher Education Institutions: Problems, Judgments
Bibliographic record
Abstract
In the field of social sciences and the humanities, in the late 80-s and early 90-s of the 20th century, a radical rethinking of values, social theory, and social practice took place in Ukraine. The domain of theorists of democratic countries has entered into scientific circulation. In recent years, many young Ukrainian scientistshistorians have taken part in internships and attended courses on the basics of democracy, the state, and the principles of political development of society at universities in the USA, France, Great Britain, Canada, Germany, and other democratic countries. The general evolution of the theory from Marxism to post-Marxism, and from it to modern historical science, has taken place. Historical sciences have become vital, realistic, analytical, that is, science in the full sense, and not ideology. This arouses trust in itself and at the same time provides an opportunity to attract the comprehension of urgent problems of modern sociopolitical development.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".